The email sat in Amelia’s inbox, a blinking red notification. Another one. She’d been up all night, fueled by lukewarm coffee and the crushing weight of her thesis. Now this. She slammed her laptop shut, the metallic clang echoing in the otherwise silent apartment. Her jaw clenched. Years, she’d poured years into this degree. Where was she supposed to go now? The thought burned a hole in her stomach.

She grabbed the worn textbook and flung it across the room. It hit the wall with a hollow thud. Taking a deep breath, Amelia picked up her phone, quickly composing a text message to her advisor. He was probably just as blindsided, too. She hoped he would understand.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216